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Home » Collections for Nikee Tomas

About Nikee Tomas

Nikee is a dedicated Web Developer at Tutorials Dojo. She has a strong passion for cloud computing and contributes to the tech community as an AWS Community Builder. She is continuously striving to enhance her knowledge and expertise in the field.

AWS Certified CloudOps Engineer Associate Exam Guide Study Path SOA-C03

2025-09-19T10:14:26+00:00

Bookmarks SOA-C03 Overview SOA-C02 vs. SOA-C03 SOA-C03 Study Materials SOA-C03 Exam Domains SOA-C03 Exam Topics Common Exam Scenarios Validate Your Knowledge The AWS Certified CloudOps Engineer - Associate (SOA-C03), formerly the AWS Certified SysOps Administrator - Associate (SOA-C02), is a key certification for professionals focused on deploying, managing, and operating workloads on the AWS cloud. This certification validates your expertise in modern cloud operations, including automation, container services, multi-account and multi-Region environments, and infrastructure as code. It demonstrates your ability to maintain efficient, secure, and scalable AWS workloads in various [...]

AWS Certified CloudOps Engineer Associate Exam Guide Study Path SOA-C032025-09-19T10:14:26+00:00

Generative AI Security Scoping Matrix

2025-09-03T02:56:19+00:00

Generative AI Security Scoping Matrix Cheat Sheet The Generative AI Security Scoping Matrix is a framework to classify generative AI (GenAI) use cases by the level of ownership and control over the models and data. It helps organizations assess and prioritize security requirements based on their generative AI deployment approach. The matrix defines 5 scopes from least to most ownership and control: Governance & Compliance Legal & Privacy Risk Management Controls Resilience Scopes of Generative AI Use Cases Buying Generative AI (Low Ownership) Scope 1: Consumer app Uses free or paid public third-party services like ChatGPT and Midjourney. No ownership or [...]

Generative AI Security Scoping Matrix2025-09-03T02:56:19+00:00

Amazon Comprehend Medical

2025-09-01T03:26:50+00:00

Bookmarks Benefits of Amazon Comprehend Medical How Amazon Comprehend Medical Works Amazon Comprehend Medical Use Cases Amazon Comprehend Medical Security Amazon Comprehend Medical Pricing Validate Your Knowledge Amazon Comprehend Medical Cheat Sheet Amazon Comprehend Medical is a fully managed, HIPAA-eligible AWS service leveraging pretrained machine learning and natural language processing (NLP) models. It extracts structured medical information from unstructured clinical text, including physician notes, discharge summaries, lab results, and case notes. Detects entities such as medical conditions, medications, treatments, procedures, anatomy, and protected health information (PHI). Enables ontology linking by mapping [...]

Amazon Comprehend Medical2025-09-01T03:26:50+00:00

Microsoft Defender XDR

2025-08-01T04:03:46+00:00

Microsoft Defender XDR Cheat Sheet Microsoft Defender XDR (formerly Microsoft 365 Defender) is an industry-leading Extended Detection and Response (XDR) solution that: Unifies security signals across endpoints, identities, email, cloud apps, and SaaS environments into a single pane of glass. Leverages Microsoft's global threat intelligence by analyzing 65 trillion signals daily. Automates threat detection, investigation, and response using advanced AI and behavioral analytics. Natively integrates with the Microsoft Defender suite (Endpoint, Identity, Office 365, Cloud Apps). Provides enterprise-grade protection for organizations of all sizes. Key Benefits: ✅ 93% reduction in mean time to respond (MTTR) through automation. ✅ 50% fewer alerts due [...]

Microsoft Defender XDR2025-08-01T04:03:46+00:00

Behind the Badge: Earning My AWS ML Engineer Associate in 2025

2025-07-31T03:01:26+00:00

Earning the AWS Certified Machine Learning Engineer – Associate MLA-C01 certification was one of the most challenging yet rewarding experiences of my career in 2025. The journey was filled with intense study sessions since I'm working full-time, hands-on practice, and even an unexpected hurdle on exam day that forced me to reschedule. Through it all, I relied on a combination of Tutorials Dojo’s practice exams, the comprehensive study guide eBook, and AWS SkillBuilder’s structured learning paths to guide my preparation. Here’s a detailed account of how I conquered this certification—and the lessons I learned along the way. The Decision to [...]

Behind the Badge: Earning My AWS ML Engineer Associate in 20252025-07-31T03:01:26+00:00

Azure AI Speech

2025-07-01T03:28:33+00:00

Azure AI Speech Cheat Sheet It is a cloud-based service enabling developers to seamlessly embed speech processing capabilities into applications. Its core functionalities include: Speech-to-Text (Speech Recognition) - Converting spoken language into written text. Text-to-Speech (Speech Synthesis) -  Generating natural human speech from text. Speech Translation - Translating spoken language in real-time into another language. Designed for scalability, reliability, and security, supporting enterprise-grade deployments. Supports over 75 languages and dialects, enabling global applications. Provides prebuilt models optimized for common use cases, as well as custom models for specific vocabularies or environments. Supports both real-time streaming and batch processing modes, facilitating live interactions and offline processing. Voice personalization with neural voices, speaker [...]

Azure AI Speech2025-07-01T03:28:33+00:00

What is Retrieval Augmented Generation (RAG) in Machine Learning?

2025-06-30T03:46:57+00:00

Retrieval-Augmented Generation (RAG) Cheat Sheet Retrieval-Augmented Generation (RAG) is a method that enhances large language models (LLMs) outputs by incorporating information from external, authoritative knowledge sources. Instead of relying solely on pre-trained data, RAG retrieves relevant content at inference time to ground its responses. LLMs (Large Language Models) are trained on massive datasets and use billions of parameters to perform tasks like: Question answering Language translation Text completion RAG extends LLM capabilities to domain-specific or private organizational knowledge without requiring model retraining. It provides a cost-efficient way to improve the relevance, accuracy, and utility of LLM outputs in dynamic or [...]

What is Retrieval Augmented Generation (RAG) in Machine Learning?2025-06-30T03:46:57+00:00

What is BiLingual Evaluation Understudy (BLEU) Score for Machine Translation?

2025-06-25T01:15:03+00:00

BiLingual Evaluation Understudy (BLEU) Score Cheat Sheet BLEU (BiLingual Evaluation Understudy) is a corpus-level metric designed to automatically evaluate the quality of machine-generated text, most commonly in machine translation (MT). It compares n-gram overlap between the machine’s output and one or more human reference translations. Introduced by Papineni et al. (2002), BLEU became the first automated metric to correlate highly with human judgments in large-scale MT evaluations. It remains a widely used baseline for evaluating machine-generated text. Common Use Cases The BLEU score is widely used in natural language processing tasks that require comparing machine-generated text to human-written references. Its primary [...]

What is BiLingual Evaluation Understudy (BLEU) Score for Machine Translation?2025-06-25T01:15:03+00:00

Beyond the Limits: Writer Palmyra X5 & X4 on Amazon Bedrock

2025-05-31T02:24:45+00:00

As organizations increasingly adopt generative AI to streamline operations, boost productivity, and provide personalized experiences at scale, the demand for domain-specific, enterprise-grade language models has never been greater. Introducing Writer’s Palmyra X5 and X4—two powerful foundation models designed specifically for business applications. Writer has pioneered AI development that comprehends language, business context, compliance requirements, tone, and brand-specific language. These models are now available through Amazon Bedrock, AWS’s fully managed service that simplifies the process of building and scaling generative AI applications using various top-tier foundation models via API, all without the need for infrastructure management. In this blog, we will: [...]

Beyond the Limits: Writer Palmyra X5 & X4 on Amazon Bedrock2025-05-31T02:24:45+00:00

AI-102 Microsoft Azure AI Engineer Associate Exam Study Path

2025-07-01T05:52:29+00:00

Bookmarks Study Materials Azure Services to Focus On Final Remarks Validate Your Knowledge The AI-102 Microsoft Azure AI Engineer Associate certification exam is designed for individuals with experience designing, developing, and deploying AI solutions on Microsoft Azure. The exam will assess your technical abilities in implementing solutions leveraging various Azure AI services based on specific requirements. Prior experience in software development, data science, or AI solution building will be beneficial in understanding the concepts and services effectively. The content of the exam will test your ability to perform the following: Plan and manage [...]

AI-102 Microsoft Azure AI Engineer Associate Exam Study Path2025-07-01T05:52:29+00:00

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